{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Line Plots with column encoding color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.gapminder().query(\"continent == 'Oceania'\")\n",
    "fig = px.line(df, x='year', y='lifeExp', color='country', symbol=\"country\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Line charts with markers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.gapminder().query(\"continent == 'Oceania'\")\n",
    "fig = px.line(df, x='year', y='lifeExp', color='country', symbol=\"country\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Sparklines with Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.stocks(indexed=True)\n",
    "fig = px.line(df, facet_row=\"company\", facet_row_spacing=0.01, height=200, width=200)\n",
    "\n",
    "# hide and lock down axes\n",
    "fig.update_xaxes(visible=False, fixedrange=True)\n",
    "fig.update_yaxes(visible=False, fixedrange=True)\n",
    "\n",
    "# remove facet/subplot labels\n",
    "fig.update_layout(annotations=[], overwrite=True)\n",
    "\n",
    "# strip down the rest of the plot\n",
    "fig.update_layout(\n",
    "    showlegend=False,\n",
    "    plot_bgcolor=\"white\",\n",
    "    margin=dict(t=10,l=10,b=10,r=10)\n",
    ")\n",
    "\n",
    "# disable the modebar for such a small plot\n",
    "fig.show(config=dict(displayModeBar=False),renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Style Line Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "# Add data\n",
    "month = ['January', 'February', 'March', 'April', 'May', 'June', 'July',\n",
    "         'August', 'September', 'October', 'November', 'December']\n",
    "high_2000 = [32.5, 37.6, 49.9, 53.0, 69.1, 75.4, 76.5, 76.6, 70.7, 60.6, 45.1, 29.3]\n",
    "low_2000 = [13.8, 22.3, 32.5, 37.2, 49.9, 56.1, 57.7, 58.3, 51.2, 42.8, 31.6, 15.9]\n",
    "high_2007 = [36.5, 26.6, 43.6, 52.3, 71.5, 81.4, 80.5, 82.2, 76.0, 67.3, 46.1, 35.0]\n",
    "low_2007 = [23.6, 14.0, 27.0, 36.8, 47.6, 57.7, 58.9, 61.2, 53.3, 48.5, 31.0, 23.6]\n",
    "high_2014 = [28.8, 28.5, 37.0, 56.8, 69.7, 79.7, 78.5, 77.8, 74.1, 62.6, 45.3, 39.9]\n",
    "low_2014 = [12.7, 14.3, 18.6, 35.5, 49.9, 58.0, 60.0, 58.6, 51.7, 45.2, 32.2, 29.1]\n",
    "\n",
    "fig = go.Figure()\n",
    "# Create and style traces\n",
    "fig.add_trace(go.Scatter(x=month, y=high_2014, name='High 2014',\n",
    "                         line=dict(color='firebrick', width=4)))\n",
    "fig.add_trace(go.Scatter(x=month, y=low_2014, name = 'Low 2014',\n",
    "                         line=dict(color='royalblue', width=4)))\n",
    "fig.add_trace(go.Scatter(x=month, y=high_2007, name='High 2007',\n",
    "                         line=dict(color='firebrick', width=4,\n",
    "                                   dash='dash') # dash options include 'dash', 'dot', and 'dashdot'\n",
    "                         ))\n",
    "fig.add_trace(go.Scatter(x=month, y=low_2007, name='Low 2007',\n",
    "                         line = dict(color='royalblue', width=4, dash='dash')))\n",
    "fig.add_trace(go.Scatter(x=month, y=high_2000, name='High 2000',\n",
    "                         line = dict(color='firebrick', width=4, dash='dot')))\n",
    "fig.add_trace(go.Scatter(x=month, y=low_2000, name='Low 2000',\n",
    "                         line=dict(color='royalblue', width=4, dash='dot')))\n",
    "\n",
    "# Edit the layout\n",
    "fig.update_layout(title='Average High and Low Temperatures in New York',\n",
    "                  xaxis_title='Month',\n",
    "                  yaxis_title='Temperature (degrees F)')\n",
    "\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Connect Data Gaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "x = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x,\n",
    "    y=[10, 20, None, 15, 10, 5, 15, None, 20, 10, 10, 15, 25, 20, 10],\n",
    "    name = '<b>No</b> Gaps', # Style name/legend entry with html tags\n",
    "    connectgaps=True # override default to connect the gaps\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x,\n",
    "    y=[5, 15, None, 10, 5, 0, 10, None, 15, 5, 5, 10, 20, 15, 5],\n",
    "    name='Gaps',\n",
    "))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Interpolation with Line Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "\n",
    "x = np.array([1, 2, 3, 4, 5])\n",
    "y = np.array([1, 3, 2, 3, 1])\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=x, y=y, name=\"linear\",\n",
    "                         line_shape='linear'))\n",
    "fig.add_trace(go.Scatter(x=x, y=y + 5, name=\"spline\",\n",
    "                         text=[\"tweak line smoothness<br>with 'smoothing' in line object\"],\n",
    "                         hoverinfo='text+name',\n",
    "                         line_shape='spline'))\n",
    "fig.add_trace(go.Scatter(x=x, y=y + 10, name=\"vhv\",\n",
    "                         line_shape='vhv'))\n",
    "fig.add_trace(go.Scatter(x=x, y=y + 15, name=\"hvh\",\n",
    "                         line_shape='hvh'))\n",
    "fig.add_trace(go.Scatter(x=x, y=y + 20, name=\"vh\",\n",
    "                         line_shape='vh'))\n",
    "fig.add_trace(go.Scatter(x=x, y=y + 25, name=\"hv\",\n",
    "                         line_shape='hv'))\n",
    "\n",
    "fig.update_traces(hoverinfo='text+name', mode='lines+markers')\n",
    "fig.update_layout(legend=dict(y=0.5, traceorder='reversed', font_size=16))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Label Lines with Annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "\n",
    "title = 'Main Source for News'\n",
    "labels = ['Television', 'Newspaper', 'Internet', 'Radio']\n",
    "colors = ['rgb(67,67,67)', 'rgb(115,115,115)', 'rgb(49,130,189)', 'rgb(189,189,189)']\n",
    "\n",
    "mode_size = [8, 8, 12, 8]\n",
    "line_size = [2, 2, 4, 2]\n",
    "\n",
    "x_data = np.vstack((np.arange(2001, 2014),)*4)\n",
    "\n",
    "y_data = np.array([\n",
    "    [74, 82, 80, 74, 73, 72, 74, 70, 70, 66, 66, 69],\n",
    "    [45, 42, 50, 46, 36, 36, 34, 35, 32, 31, 31, 28],\n",
    "    [13, 14, 20, 24, 20, 24, 24, 40, 35, 41, 43, 50],\n",
    "    [18, 21, 18, 21, 16, 14, 13, 18, 17, 16, 19, 23],\n",
    "])\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(0, 4):\n",
    "    fig.add_trace(go.Scatter(x=x_data[i], y=y_data[i], mode='lines',\n",
    "                             name=labels[i],\n",
    "                             line=dict(color=colors[i], width=line_size[i]),\n",
    "                             connectgaps=True,\n",
    "                             ))\n",
    "\n",
    "    # endpoints\n",
    "    fig.add_trace(go.Scatter(\n",
    "        x=[x_data[i][0], x_data[i][-1]],\n",
    "        y=[y_data[i][0], y_data[i][-1]],\n",
    "        mode='markers',\n",
    "        marker=dict(color=colors[i], size=mode_size[i])\n",
    "    ))\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis=dict(\n",
    "        showline=True,\n",
    "        showgrid=False,\n",
    "        showticklabels=True,\n",
    "        linecolor='rgb(204, 204, 204)',\n",
    "        linewidth=2,\n",
    "        ticks='outside',\n",
    "        tickfont=dict(\n",
    "            family='Arial',\n",
    "            size=12,\n",
    "            color='rgb(82, 82, 82)',\n",
    "        ),\n",
    "    ),\n",
    "    yaxis=dict(\n",
    "        showgrid=False,\n",
    "        zeroline=False,\n",
    "        showline=False,\n",
    "        showticklabels=False,\n",
    "    ),\n",
    "    autosize=False,\n",
    "    margin=dict(\n",
    "        autoexpand=False,\n",
    "        l=100,\n",
    "        r=20,\n",
    "        t=110,\n",
    "    ),\n",
    "    showlegend=False,\n",
    "    plot_bgcolor='white'\n",
    ")\n",
    "\n",
    "annotations = []\n",
    "\n",
    "# Adding labels\n",
    "for y_trace, label, color in zip(y_data, labels, colors):\n",
    "    # labeling the left_side of the plot\n",
    "    annotations.append(dict(xref='paper', x=0.05, y=y_trace[0],\n",
    "                            xanchor='right', yanchor='middle',\n",
    "                            text=label + ' {}%'.format(y_trace[0]),\n",
    "                            font=dict(family='Arial',\n",
    "                                      size=16),\n",
    "                            showarrow=False))\n",
    "    # labeling the right_side of the plot\n",
    "    annotations.append(dict(xref='paper', x=0.95, y=y_trace[11],\n",
    "                            xanchor='left', yanchor='middle',\n",
    "                            text='{}%'.format(y_trace[11]),\n",
    "                            font=dict(family='Arial',\n",
    "                                      size=16),\n",
    "                            showarrow=False))\n",
    "# Title\n",
    "annotations.append(dict(xref='paper', yref='paper', x=0.0, y=1.05,\n",
    "                        xanchor='left', yanchor='bottom',\n",
    "                        text='Main Source for News',\n",
    "                        font=dict(family='Arial',\n",
    "                                  size=30,\n",
    "                                  color='rgb(37,37,37)'),\n",
    "                        showarrow=False))\n",
    "# Source\n",
    "annotations.append(dict(xref='paper', yref='paper', x=0.5, y=-0.1,\n",
    "                        xanchor='center', yanchor='top',\n",
    "                        text='Source: PewResearch Center & ' +\n",
    "                             'Storytelling with data',\n",
    "                        font=dict(family='Arial',\n",
    "                                  size=12,\n",
    "                                  color='rgb(150,150,150)'),\n",
    "                        showarrow=False))\n",
    "\n",
    "fig.update_layout(annotations=annotations)\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Filled Lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "\n",
    "x = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
    "x_rev = x[::-1]\n",
    "\n",
    "# Line 1\n",
    "y1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
    "y1_upper = [2, 3, 4, 5, 6, 7, 8, 9, 10, 11]\n",
    "y1_lower = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
    "y1_lower = y1_lower[::-1]\n",
    "\n",
    "# Line 2\n",
    "y2 = [5, 2.5, 5, 7.5, 5, 2.5, 7.5, 4.5, 5.5, 5]\n",
    "y2_upper = [5.5, 3, 5.5, 8, 6, 3, 8, 5, 6, 5.5]\n",
    "y2_lower = [4.5, 2, 4.4, 7, 4, 2, 7, 4, 5, 4.75]\n",
    "y2_lower = y2_lower[::-1]\n",
    "\n",
    "# Line 3\n",
    "y3 = [10, 8, 6, 4, 2, 0, 2, 4, 2, 0]\n",
    "y3_upper = [11, 9, 7, 5, 3, 1, 3, 5, 3, 1]\n",
    "y3_lower = [9, 7, 5, 3, 1, -.5, 1, 3, 1, -1]\n",
    "y3_lower = y3_lower[::-1]\n",
    "\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x+x_rev,\n",
    "    y=y1_upper+y1_lower,\n",
    "    fill='toself',\n",
    "    fillcolor='rgba(0,100,80,0.2)',\n",
    "    line_color='rgba(255,255,255,0)',\n",
    "    showlegend=False,\n",
    "    name='Fair',\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x+x_rev,\n",
    "    y=y2_upper+y2_lower,\n",
    "    fill='toself',\n",
    "    fillcolor='rgba(0,176,246,0.2)',\n",
    "    line_color='rgba(255,255,255,0)',\n",
    "    name='Premium',\n",
    "    showlegend=False,\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x+x_rev,\n",
    "    y=y3_upper+y3_lower,\n",
    "    fill='toself',\n",
    "    fillcolor='rgba(231,107,243,0.2)',\n",
    "    line_color='rgba(255,255,255,0)',\n",
    "    showlegend=False,\n",
    "    name='Ideal',\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x, y=y1,\n",
    "    line_color='rgb(0,100,80)',\n",
    "    name='Fair',\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x, y=y2,\n",
    "    line_color='rgb(0,176,246)',\n",
    "    name='Premium',\n",
    "))\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=x, y=y3,\n",
    "    line_color='rgb(231,107,243)',\n",
    "    name='Ideal',\n",
    "))\n",
    "\n",
    "fig.update_traces(mode='lines')\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
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